Integrase Inhibitor Resistance Mechanisms and Structural Characteristics in Antiretroviral Therapy-Experienced, Integrase Inhibitor-Naive Adults with HIV-1 Infection Treated with Dolutegravir plus Two Nucleoside Reverse Transcriptase Inhibitors in the DAWNING Study

Mark Underwood, Joe Horton, Keith Nangle, Judy Hopking, Kimberly Smith, Michael Aboud, Brian Wynne, Jörg Sievers, Eugene L Stewart, Ruolan Wang, Mark Underwood, Joe Horton, Keith Nangle, Judy Hopking, Kimberly Smith, Michael Aboud, Brian Wynne, Jörg Sievers, Eugene L Stewart, Ruolan Wang

Abstract

At week 48 in the phase IIIb DAWNING study, the integrase strand transfer inhibitor (INSTI) dolutegravir plus 2 nucleoside reverse transcriptase inhibitors demonstrated superiority to ritonavir-boosted lopinavir in achieving virologic suppression in adults with HIV-1 who failed first-line therapy. Here, we report emergent HIV-1 drug resistance and mechanistic underpinnings among dolutegravir-treated adults in DAWNING. Population viral genotyping, phenotyping, and clonal analyses were performed on participants meeting confirmed virologic withdrawal (CVW) criteria on dolutegravir-containing regimens. Dolutegravir binding to and structural changes in HIV-1 integrase-DNA complexes with INSTI resistance-associated substitutions were evaluated. Of participants who received dolutegravir through week 48 plus an additional 110 weeks for this assessment, 6 met CVW criteria with treatment-emergent INSTI resistance-associated substitutions and 1 had R263R/K at baseline but not at CVW. All 7 achieved HIV-1 RNA levels of <400 copies/mL (5 achieved <50 copies/mL) before CVW. Treatment-emergent G118R was detected in 5 participants, occurring with ≥2 other integrase substitutions, including R263R/K, in 3 participants and without other integrase substitutions in 2 participants. G118R or R263K increased the rate of dolutegravir dissociation from integrase-DNA complexes versus wild-type but retained prolonged binding. Overall, among treatment-experienced adults who received dolutegravir in DAWNING, 6 of 314 participants developed treatment-emergent INSTI resistance-associated substitutions, with a change in in vitro dolutegravir resistance of >10-fold and reduced viral replication capacity versus baseline levels. This study demonstrates that the pathway to dolutegravir resistance is a challenging balance between HIV-1 phenotypic change and associated loss of viral fitness. (This study has been registered at ClinicalTrials.gov under identifier NCT02227238.).

Keywords: HIV-1 infection; antiretroviral agents; barrier to resistance; dolutegravir; integrase strand transfer inhibitor.

Figures

FIG 1
FIG 1
HIV-1 RNA over time in participants with CVW and INSTI resistance-associated substitutions. Orange circles denote viral load at the week each participant met CVW criteria and also indicate the on-study time point for samples used for population resistance testing and clonal analyses for participants 1 through 3. HIV-1 RNA levels of 400 and 50 copies/mL are indicated by solid and dashed gray lines, respectively. Study visits with HIV-1 RNA

FIG 2

Phylogenetic analysis of variant clonal…

FIG 2

Phylogenetic analysis of variant clonal integrase sequences at baseline and CVW. Samples used…

FIG 2
Phylogenetic analysis of variant clonal integrase sequences at baseline and CVW. Samples used for clonal analyses at CVW time points are presented in Fig. 1 and are the same samples used for the corresponding population-level resistance data reported in Table 1. Bootstrap confidence levels are indicated on each diagram. CVW, confirmed virologic withdrawal. a, K160T was observed in 4 of 13 clones containing G118R, E138K, and R263K integrase substitutions but is not a prespecified dolutegravir resistance-associated substitution (34).

FIG 3

Variant clone drug sensitivity and…

FIG 3

Variant clone drug sensitivity and integrase region-based replication capacity at baseline and CVW.…

FIG 3
Variant clone drug sensitivity and integrase region-based replication capacity at baseline and CVW. Replication capacity values for each variant clone are represented by symbol size. Variant clones missing data for replication capacity are indicated by triangles. CVW, confirmed virologic withdrawal; IC50, half-maximal inhibitory concentration. a, values are relative to the wild type. b, the clinical cutoff for dolutegravir is 4.0. c, the biological cutoff for elvitegravir is 2.5. d, the biological cutoff for raltegravir is 1.5. e, values are relative to wild-type replication.

FIG 4

Models of HIV-1 integrase containing…

FIG 4

Models of HIV-1 integrase containing wild-type and/or mutant amino acids in the intasome…

FIG 4
Models of HIV-1 integrase containing wild-type and/or mutant amino acids in the intasome complex. (A) Surface view of the integrase G118R mutant catalytic site (colored by atom with carbons in orange) bound with dolutegravir (rendered in ball-and-stick format and colored by atom with carbons in white). (B) Ribbon-and-stick rendering of the integrase G118R mutant catalytic site (in green) bound with vDNA (in orange). Dolutegravir (as rendered in panel A) binds between the vDNA and tDNA catalytic loops and interacts with the catalytic Mg2+ (rendered in ball-and-stick format and colored in green). The tDNA and vDNA catalytic loops are highlighted in pink and magenta, respectively, and illustrate the locations of G118 and N144 (rendered in stick format) on each loop. Hydrogen bonding interactions between N144 with R263 and G118R with E92 are indicated by dashed yellow lines. (C) The integrase G118R mutant catalytic site (as rendered and oriented in panel B) bound to both vDNA and tDNA substrates (in orange). Hydrogen bonding interactions among G118R, the 3′ terminus of the tDNA, and the Mg2+ are indicated by dashed yellow lines. (D) Ribbon-and-stick rendering of the integrase catalytic site containing R263K (colored in magenta) and wild-type G118 bound with vDNA and tDNA substrates. DTG, dolutegravir; tDNA, host target DNA; vDNA, viral DNA.
FIG 2
FIG 2
Phylogenetic analysis of variant clonal integrase sequences at baseline and CVW. Samples used for clonal analyses at CVW time points are presented in Fig. 1 and are the same samples used for the corresponding population-level resistance data reported in Table 1. Bootstrap confidence levels are indicated on each diagram. CVW, confirmed virologic withdrawal. a, K160T was observed in 4 of 13 clones containing G118R, E138K, and R263K integrase substitutions but is not a prespecified dolutegravir resistance-associated substitution (34).
FIG 3
FIG 3
Variant clone drug sensitivity and integrase region-based replication capacity at baseline and CVW. Replication capacity values for each variant clone are represented by symbol size. Variant clones missing data for replication capacity are indicated by triangles. CVW, confirmed virologic withdrawal; IC50, half-maximal inhibitory concentration. a, values are relative to the wild type. b, the clinical cutoff for dolutegravir is 4.0. c, the biological cutoff for elvitegravir is 2.5. d, the biological cutoff for raltegravir is 1.5. e, values are relative to wild-type replication.
FIG 4
FIG 4
Models of HIV-1 integrase containing wild-type and/or mutant amino acids in the intasome complex. (A) Surface view of the integrase G118R mutant catalytic site (colored by atom with carbons in orange) bound with dolutegravir (rendered in ball-and-stick format and colored by atom with carbons in white). (B) Ribbon-and-stick rendering of the integrase G118R mutant catalytic site (in green) bound with vDNA (in orange). Dolutegravir (as rendered in panel A) binds between the vDNA and tDNA catalytic loops and interacts with the catalytic Mg2+ (rendered in ball-and-stick format and colored in green). The tDNA and vDNA catalytic loops are highlighted in pink and magenta, respectively, and illustrate the locations of G118 and N144 (rendered in stick format) on each loop. Hydrogen bonding interactions between N144 with R263 and G118R with E92 are indicated by dashed yellow lines. (C) The integrase G118R mutant catalytic site (as rendered and oriented in panel B) bound to both vDNA and tDNA substrates (in orange). Hydrogen bonding interactions among G118R, the 3′ terminus of the tDNA, and the Mg2+ are indicated by dashed yellow lines. (D) Ribbon-and-stick rendering of the integrase catalytic site containing R263K (colored in magenta) and wild-type G118 bound with vDNA and tDNA substrates. DTG, dolutegravir; tDNA, host target DNA; vDNA, viral DNA.

References

    1. Cahn P, Pozniak AL, Mingrone H, Shuldyakov A, Brites C, Andrade-Villanueva JF, Richmond G, Beltran Buendia C, Fourie J, Ramgopal M, Hagins D, Felizarta F, Madruga J, Reuter T, Newman T, Small CB, Lombaard J, Grinsztejn B, Dorey D, Underwood M, Griffith S, Min S. 2013. Dolutegravir versus raltegravir in antiretroviral-experienced, integrase-inhibitor-naive adults with HIV: week 48 results from the randomised, double-blind, non-inferiority SAILING study. Lancet 382:700–708. 10.1016/S0140-6736(13)61221-0.
    1. Walmsley SL, Antela A, Clumeck N, Duiculescu D, Eberhard A, Gutiérrez F, Hocqueloux L, Maggiolo F, Sandkovsky U, Granier C, Pappa K, Wynne B, Min S, Nichols G. 2013. Dolutegravir plus abacavir-lamivudine for the treatment of HIV-1 infection. N Engl J Med 369:1807–1818. 10.1056/NEJMoa1215541.
    1. Cottrell ML, Hadzic T, Kashuba AD. 2013. Clinical pharmacokinetic, pharmacodynamic and drug-interaction profile of the integrase inhibitor dolutegravir. Clin Pharmacokinet 52:981–994. 10.1007/s40262-013-0093-2.
    1. Kobayashi M, Yoshinaga T, Seki T, Wakasa-Morimoto C, Brown KW, Ferris R, Foster SA, Hazen RJ, Miki S, Suyama-Kagitani A, Kawauchi-Miki S, Taishi T, Kawasuji T, Johns BA, Underwood MR, Garvey EP, Sato A, Fujiwara T. 2011. In vitro antiretroviral properties of S/GSK1349572, a next-generation HIV integrase inhibitor. Antimicrob Agents Chemother 55:813–821. 10.1128/AAC.01209-10.
    1. Raffi F, Rachlis A, Stellbrink H-J, Hardy WD, Torti C, Orkin C, Bloch M, Podzamczer D, Pokrovsky V, Pulido F, Almond S, Margolis D, Brennan C, Min S. 2013. Once-daily dolutegravir versus raltegravir in antiretroviral-naive adults with HIV-1 infection: 48 week results from the randomised, double-blind, non-inferiority SPRING-2 study. Lancet 381:735–743. 10.1016/S0140-6736(12)61853-4.
    1. Clotet B, Feinberg J, van Lunzen J, Khuong-Josses M-A, Antinori A, Dumitru I, Pokrovskiy V, Fehr J, Ortiz R, Saag M, Harris J, Brennan C, Fujiwara T, Min S. 2014. Once-daily dolutegravir versus darunavir plus ritonavir in antiretroviral-naive adults with HIV-1 infection (FLAMINGO): 48 week results from the randomised open-label phase 3b study. Lancet 383:2222–2231. 10.1016/S0140-6736(14)60084-2.
    1. Orrell C, Hagins DP, Belonosova E, Porteiro N, Walmsley S, Falcó V, Man CY, Aylott A, Buchanan AM, Wynne B, Vavro C, Aboud M, Smith KY. 2017. Fixed-dose combination dolutegravir, abacavir, and lamivudine versus ritonavir-boosted atazanavir plus tenofovir disoproxil fumarate and emtricitabine in previously untreated women with HIV-1 infection (ARIA): week 48 results from a randomised, open-label, non-inferiority, phase 3b study. Lancet HIV 4:e536–e546. 10.1016/S2352-3018(17)30095-4.
    1. Cahn P, Sierra Madero J, Arribas JR, Antinori A, Ortiz R, Clarke AE, Hung C-C, Rockstroh JK, Girard P-M, Sievers J, Man CY, Urbaityte R, Brandon DJ, Underwood M, Tenorio AR, Pappa KA, Wynne B, Gartland M, Aboud M, van Wyk J, Smith KY. 2020. Durable efficacy of dolutegravir plus lamivudine in antiretroviral treatment-naive adults with HIV-1 infection: 96-week results from the GEMINI-1 and GEMINI-2 randomized clinical trials. J Acquir Immune Defic Syndr 83:310–318. 10.1097/QAI.0000000000002275.
    1. Aboud M, Kaplan R, Lombaard J, Zhang F, Hidalgo JA, Mamedova E, Losso MH, Chetchotisakd P, Brites C, Sievers J, Brown D, Hopking J, Underwood M, Nascimento MC, Punekar Y, Gartland M, Smith K. 2019. Dolutegravir versus ritonavir-boosted lopinavir both with dual nucleoside reverse transcriptase inhibitor therapy in adults with HIV-1 infection in whom first-line therapy has failed (DAWNING): an open-label, non-inferiority, phase 3b trial. Lancet Infect Dis 19:253–264. 10.1016/S1473-3099(19)30036-2.
    1. World Health Organization. 2019. Update of recommendations on first- and second-line antiretroviral regimens. World Health Organization, Geneva, Switzerland.
    1. Passos DO, Li M, Yang R, Rebensburg SV, Ghirlando R, Jeon Y, Shkriabai N, Kvaratskhelia M, Craigie R, Lyumkis D. 2017. Cryo-EM structures and atomic model of the HIV-1 strand transfer complex intasome. Science 355:89–92. 10.1126/science.aah5163.
    1. Wang R, Nangle K, Horton J, Griffith S, Underwood M. 2019. HIV-1 resistance through week 360 in ART-experienced, integrase inhibitor-naive participants receiving dolutegravir (DTG) in the SAILING study, abstr 84. Abstr 17th European Meeting on HIV & Hepatitis.
    1. Eron JJ, Clotet B, Durant J, Katlama C, Kumar P, Lazzarin A, Poizot-Martin I, Richmond G, Soriano V, Ait-Khaled M, Fujiwara T, Huang J, Min S, Vavro C, Yeo J. 2013. Safety and efficacy of dolutegravir in treatment-experienced subjects with raltegravir-resistant HIV type 1 infection: 24-week results of the VIKING study. J Infect Dis 207:740–748. 10.1093/infdis/jis750.
    1. Katlama C, Soulié C, Caby F, Denis A, Blanc C, Schneider L, Valantin M-A, Tubiana R, Kirstetter M, Valdenassi E, Nguyen T, Peytavin G, Calvez V, Marcelin A-G. 2016. Dolutegravir as monotherapy in HIV-1-infected individuals with suppressed HIV viraemia. J Antimicrob Chemother 71:2646–2650. 10.1093/jac/dkw186.
    1. Naeger LK, Harrington P, Komatsu T, Deming D. 2016. Effect of dolutegravir functional monotherapy on HIV-1 virological response in integrase strand transfer inhibitor resistant patients. Antivir Ther 21:481–488. 10.3851/IMP3033.
    1. Blanco JL, Oldenbuettel C, Thomas R, Mallolas J, Wolf E, Brenner BG, Spinner CD, Wainberg MA, Martinez E. 2017. Pathways of resistance in subjects failing dolutegravir monotherapy, abstr. 42. Abstr Conference on Retroviruses and Opportunistic Infections.
    1. Wijting IEA, Lungu C, Rijnders BJA, van der Ende ME, Pham HT, Mesplede T, Pas SD, Voermans JJC, Schuurman R, van de Vijver DAMC, Boers PHM, Gruters RA, Boucher CAB, van Kampen JJA. 2018. HIV-1 resistance dynamics in patients with virologic failure to dolutegravir maintenance monotherapy. J Infect Dis 218:688–697. 10.1093/infdis/jiy176.
    1. Hocqueloux L, Raffi F, Prazuck T, Bernard L, Sunder S, Esnault J-L, Rey D, Le Moal G, Roncato-Saberan M, André M, Billaud E, Valéry A, Avettand-Fènoël V, Parienti J-J, Allavena C. 2019. Dolutegravir monotherapy versus dolutegravir/abacavir/lamivudine for virologically suppressed people living with chronic human immunodeficiency virus infection: the randomized noninferiority MONotherapy of TiviCAY trial. Clin Infect Dis 69:1498–1505. 10.1093/cid/ciy1132.
    1. Fransen S, Gupta S, Frantzell A, Petropoulos CJ, Huang W. 2012. Substitutions at amino acid positions 143, 148, and 155 of HIV-1 integrase define distinct genetic barriers to raltegravir resistance in vivo. J Virol 86:7249–7255. 10.1128/JVI.06618-11.
    1. Garrido C, Villacian J, Zahonero N, Pattery T, Garcia F, Gutierrez F, Caballero E, Van Houtte M, Soriano V, de Mendoza C. 2012. Broad phenotypic cross-resistance to elvitegravir in HIV-infected patients failing on raltegravir-containing regimens. Antimicrob Agents Chemother 56:2873–2878. 10.1128/AAC.06170-11.
    1. Winters MA, Lloyd RM, Jr, Shafer RW, Kozal MJ, Miller MD, Holodniy M. 2012. Development of elvitegravir resistance and linkage of integrase inhibitor mutations with protease and reverse transcriptase resistance mutations. PLoS One 7:e40514. 10.1371/journal.pone.0040514.
    1. Fransen S, Gupta S, Danovich R, Hazuda D, Miller M, Witmer M, Petropoulos CJ, Huang W. 2009. Loss of raltegravir susceptibility by human immunodeficiency virus type 1 is conferred via multiple nonoverlapping genetic pathways. J Virol 83:11440–11446. 10.1128/JVI.01168-09.
    1. Fransen S, Karmochkine M, Huang W, Weiss L, Petropoulos CJ, Charpentier C. 2009. Longitudinal analysis of raltegravir susceptibility and integrase replication capacity of human immunodeficiency virus type 1 during virologic failure. Antimicrob Agents Chemother 53:4522–4524. 10.1128/AAC.00651-09.
    1. Quashie PK, Mesplède T, Han Y-S, Oliveira M, Singhroy DN, Fujiwara T, Underwood MR, Wainberg MA. 2012. Characterization of the R263K mutation in HIV-1 integrase that confers low-level resistance to the second-generation integrase strand transfer inhibitor dolutegravir. J Virol 86:2696–2705. 10.1128/JVI.06591-11.
    1. Brenner BG, Thomas R, Blanco JL, Ibanescu R-I, Oliveira M, Mesplède T, Golubkov O, Roger M, Garcia F, Martinez E, Wainberg MA. 2016. Development of a G118R mutation in HIV-1 integrase following a switch to dolutegravir monotherapy leading to cross-resistance to integrase inhibitors. J Antimicrob Chemother 71:1948–1953. 10.1093/jac/dkw071.
    1. Oliveira M, Ibanescu R-I, Anstett K, Mésplède T, Routy J-P, Robbins MA, Brenner BG. 2018. Selective resistance profiles emerging in patient-derived clinical isolates with cabotegravir, bictegravir, dolutegravir, and elvitegravir. Retrovirology 15:56. 10.1186/s12977-018-0440-3.
    1. Oliveira M, Mesplède T, Quashie PK, Moïsi D, Wainberg MA. 2014. Resistance mutations against dolutegravir in HIV integrase impair the emergence of resistance against reverse transcriptase inhibitors. AIDS 28:813–819. 10.1097/QAD.0000000000000199.
    1. Lepik KJ, Harrigan PR, Yip B, Wang L, Robbins MA, Zhang WW, Toy J, Akagi L, Lima VD, Guillemi S, Montaner JSG, Barrios R. 2017. Emergent drug resistance with integrase strand transfer inhibitor-based regimens. AIDS 31:1425–1434. 10.1097/QAD.0000000000001494.
    1. Taiwo BO, Zheng L, Stefanescu A, Nyaku A, Bezins B, Wallis CL, Godfrey C, Sax PE, Acosta E, Haas D, Smith KY, Sha B, Van Dam C, Gulick RM. 2018. ACTG A5353: a pilot study of dolutegravir plus lamivudine for initial treatment of human immunodeficiency virus-1 (HIV-1)-infected participants with HIV-1 RNA <500000 copies/mL. Clin Infect Dis 66:1689–1697. 10.1093/cid/cix1083.
    1. Lübke N, Jensen B, Hüttig F, Feldt T, Walker A, Thielen A, Däumer M, Obermeier M, Kaiser R, Knops E, Heger E, Sierra S, Oette M, Lengauer T, Timm J, Häussinger D. 2019. Failure of dolutegravir first-line ART with selection of virus carrying R263K and G118R. N Engl J Med 381:887–889. 10.1056/NEJMc1806554.
    1. Quashie PK, Mesplède T, Han Y-S, Veres T, Osman N, Hassounah S, Sloan RD, Xu H-T, Wainberg MA. 2013. Biochemical analysis of the role of G118R-linked dolutegravir drug resistance substitutions in HIV-1 integrase. Antimicrob Agents Chemother 57:6223–6235. 10.1128/AAC.01835-13.
    1. Vavro C, Ruel T, Wiznia A, Montañez N, Nangle K, Horton J, Buchanan AM, Stewart EL, Palumbo P. 2021. Emergence of resistance in HIV-1 integrase with dolutegravir treatment in a pediatric population from the IMPAACT P1093 study. Antimicrob Agents Chemother 66:e01645-21. 10.1128/AAC.01645-21.
    1. Vavro C, Hasan S, Madsen H, Horton J, DeAnda F, Martin-Carpenter L, Sato A, Cuffe R, Chen S, Underwood M, Nichols G. 2013. Prevalent polymorphisms in wild-type HIV-1 integrase are unlikely to engender drug resistance to dolutegravir (S/GSK1349572. ). Antimicrob Agents Chemother 57:1379–1384. 10.1128/AAC.01791-12.
    1. Wensing AM, Calvez V, Ceccherini-Silberstein F, Charpentier C, Günthard HF, Paredes R, Shafer RW, Richman DD. 2019. 2019 update of the drug resistance mutations in HIV-1. Top Antivir Med 27:111–121.
    1. Hightower KE, Wang R, Deanda F, Johns BA, Weaver K, Shen Y, Tomberlin GH, Carter HL, III, Broderick T, Sigethy S, Seki T, Kobayashi M, Underwood MR. 2011. Dolutegravir (S/GSK1349572) exhibits significantly slower dissociation than raltegravir and elvitegravir from wild-type and integrase inhibitor-resistant HIV-1 integrase-DNA complexes. Antimicrob Agents Chemother 55:4552–4559. 10.1128/AAC.00157-11.
    1. Quashie PK, Oliviera M, Veres T, Osman N, Han Y-S, Hassounah S, Lie Y, Huang W, Mesplède T, Wainberg MA. 2015. Differential effects of the G118R, H51Y, and E138K resistance substitutions in different subtypes of HIV integrase. J Virol 89:3163–3175. 10.1128/JVI.03353-14.
    1. Hare S, Gupta SS, Valkov E, Engelman A, Cherepanov P. 2010. Retroviral intasome assembly and inhibition of DNA strand transfer. Nature 464:232–236. 10.1038/nature08784.
    1. Mesplède T, Osman N, Wares M, Quashie PK, Hassounah S, Anstett K, Han Y, Singhroy DN, Wainberg MA. 2014. Addition of E138K to R263K in HIV integrase increases resistance to dolutegravir, but fails to restore activity of the HIV integrase enzyme and viral replication capacity. J Antimicrob Chemother 69:2733–2740. 10.1093/jac/dku199.
    1. Wright S. 1932. The roles of mutation, inbreeding, crossbreeding and selection in evolution, p 356–366. In Jones DF (ed), Proceedings of the Sixth International Congress of Genetics. The Genetics Society of America, Ithaca, NY.
    1. Zanini F, Puller V, Brodin J, Albert J, Neher RA. 2017. In vivo mutation rates and the landscape of fitness costs of HIV-1. Virus Evol 3:vex003. 10.1093/ve/vex003.
    1. Koval CE, Dykes C, Wang J, Demeter LM. 2006. Relative replication fitness of efavirenz-resistant mutants of HIV-1: correlation with frequency during clinical therapy and evidence of compensation for the reduced fitness of K103N + L100I by the nucleoside resistance mutation L74V. Virology 353:184–192. 10.1016/j.virol.2006.05.021.
    1. Cutrell J, Jodlowski T, Bedimo R. 2020. The management of treatment-experienced HIV patients (including virologic failure and switches). Ther Adv Infect Dis 7:2049936120901395. 10.1177/2049936120901395.
    1. Trifinopoulos J, Nguyen L-T, von Haeseler A, Minh BQ. 2016. W-IQ-TREE: a fast online phylogenetic tool for maximum likelihood analysis. Nucleic Acids Res 44:W232–W235. 10.1093/nar/gkw256.
    1. Schrödinger, LLC. 2019. Schrödinger release 2019–3: Maestro version 12.1.013. Schrödinger, LLC, New York, NY.
    1. Schrödinger, LLC. 2019. Schrödinger release 2019–3: MMshare version 4.7.013. Schrödinger, LLC, New York, NY.
    1. Schrödinger, LLC. 2019. Schrödinger release 2019–3: Prime. Schrödinger, LLC, New York, NY.
    1. Jacobson MP, Friesner RA, Xiang Z, Honig B. 2002. On the role of the crystal environment in determining protein side-chain conformations. J Mol Biol 320:597–608. 10.1016/s0022-2836(02)00470-9.
    1. Jacobson MP, Pincus DL, Rapp CS, Day TJ, Honig B, Shaw DE, Friesner RA. 2004. A hierarchical approach to all-atom protein loop prediction. Proteins 55:351–367. 10.1002/prot.10613.

Source: PubMed

3
Prenumerera